{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessing local patterns of spatial heteroskedasticity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following notebook we review the local spatial heteroskedasticity (LOSH) statistic ($H_i$) put forward by [Ord and Getis (2012)](https://link.springer.com/article/10.1007/s00168-011-0492-y). LOSH is meant as an accompainment to the local statistics that analyze the mean level of a spatial process. LOSH focuses on analyzing the variance of the spatial process.\n",
    "\n",
    "As outlined by Ord and Getis, consider a 10 x 10 grid of property values. Within this grid, there is a central high-rent district (identified by cells that are 1) and a surrounding lower-value area (identified by cells that are 0. We can visualize this spatial arrangement as:\n",
    "\n",
    "|   |   |   |   |   |   |   |   |   |   |\n",
    "|---|---|---|---|---|---|---|---|---|---|\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
    "\n",
    "While we can see that the inner core of the high-rent district have similar values to their neigbhors (i.e. a cells of 1 surrounded by other cells of 1), this is less true when we consider the outer rim of the high-rent district. This rim represents a possible transition region between the stable inner high-rent area and the stable outer lower value areas. Ord and Getis seek to use the LOSH statistic ($H_i$) to identify this transitional region between the two areas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Understanding the LOSH statistic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ord and Getis begin by defining a local mean,  $\\bar{x}_i (d)$, as a re-scaled form of their $G^*_i$ statistic. This local mean is: \n",
    "\n",
    "Eq. 1 $$ \\bar{x}_i (d) = \\frac{\\sum_j w_{ij} (d) x_j}{\\sum_j w_{ij}(d)} $$\n",
    "\n",
    "With a local mean defined, we can understand local residuals as the value of a local unit minus the local mean, or: \n",
    "\n",
    "Eq. 2 $$ e_j(d) = x_j - \\bar{x}_i(d), j \\in N(i,d) $$\n",
    "\n",
    "These local residuals may be incorporated into Eq. 1 to form a final local dispersion statistic called $H_i$:\n",
    "\n",
    "Eq. 3 $$H_i(d) = \\frac{\\sum w_{ij}(d) |e_j(d)|^a}{\\sum w_{ij}(d)}$$\n",
    "\n",
    "Note the addition of a new variable, $a$. This handles the interpretation of the residuals. As explaiend by Ord and Getis: \n",
    "\n",
    ">When a = 1, we have an absolute deviations measure, Hi 1, and when a = 2 a variance measure, Hi2. Clearly, other choices are possible, along with various robust forms to avoid outliers. In order to produce a standard measure, we should divide by the mean absolute deviation or variance for the whole data set.\n",
    "\n",
    "The default settings of the `losh()` function set $a=2$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting the LOSH statistic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ord and Getis suggest that the $H_i$ statistic may benefit from interpretation with the $G^*_i$ statistic. The logic of this combined interpretation is that a the $G^*_i$ value speaks to the local mean of the phenomenon of interest, whereas the $H_i$ speaks to the local heterogeneity. Ord and Getis provide the following table as a simplified guide for interpretation:\n",
    "\n",
    "| Mean\\variance     | High $H_i$                                                                    | Low $H_i$                                                                                                                      |\n",
    "|-------------------|-------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|\n",
    "| Large $|G^*_i|$ | A hot spot with <br> heterogeneous local conditions                                | A hot spot with similar surrounding areas; <br> the map would indicate whether the <br> affected region is larger than the single 'cell' |\n",
    "| Small $|G^*_i|$ | Heterogeneous local conditions but <br> at a low average level (an unlikely event) | Homogeneous local conditions <br> and a low average level                                                                           |\n",
    "|                   |                                                                               |                                                                                                                                |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference on the LOSH statistic\n",
    "\n",
    "The current inference in the PySAL implementation of the LOSH statistic uses a $\\chi^2$ distribution. For each unit, we calculate a Z-score as: \n",
    "\n",
    "$$ Z_i = 2H_i / V_i$$ with $2/V_i$ degrees of freedom. $V_i$ is the local variance of the unit, calculated as: \n",
    "\n",
    "$$ Var_{p}(H_i) = \\frac{1}{n-1} \\left( \\frac{1}{h_1 W_{i1}}\\right) ^2 (h_2 - h_1^2) \\left[nW_{i2} - W_{i1}^2\\right] $$\n",
    "\n",
    "It is worthwhile to note that alternative methods for inference have been proposed in [Xu et al (2014).](https://ideas.repec.org/a/spr/anresc/v52y2014i3p697-710.html) While these methods are not yet implemented in PySAL, they are available in the `R` `spdep` package as `LOSH.mc`. The PySAL function is comparable to the `spdep` `LOSH` and `LOSH.cs` functions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Applying the LOSH statistic on a dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a point of comparison, we now demonstrate the PySAL `losh` function on the [Boston Housing Dataset](https://geodacenter.github.io/data-and-lab//boston-housing/), which is also used as the docexample in `R` `spdep` `LOSH.cs`. We are interested in the variable `NOX`, which is the '...vector of nitric oxides concentration (parts per 10 million) per town'. \n",
    "\n",
    "We first load the `Bostonhsg` example dataset from `libpysal`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/anaconda3/envs/dev/lib/python3.8/site-packages/geopandas/_compat.py:84: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1 ) is incompatible with the GEOS version PyGEOS was compiled with (3.8.1-CAPI-1.13.3). Conversions between both will be slow.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import libpysal\n",
    "import geopandas\n",
    "boston = libpysal.examples.load_example('Bostonhsg')\n",
    "boston_ds = geopandas.read_file(boston.get_path('boston.shp'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we construct a Queen weight structure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = libpysal.weights.Queen.from_dataframe(boston_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now import the `losh()` function. Note that it is in the form of a scikit-learn type estimator, so we pass both a series of arguments and then call `.fit()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from esda.losh import LOSH\n",
    "ls = LOSH(connectivity=w, inference=\"chi-square\").fit(boston_ds['NOX'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now examine the LOSH ($H_i$) values and their significance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.19690679, 0.51765774, 0.80382881, 0.80854441, 0.530667  ,\n",
       "       0.525579  , 0.83291425, 0.84215733, 0.48875154, 0.41955327])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ls.Hi[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.86292242, 0.61157688, 0.45697742, 0.34426167, 0.57934554,\n",
       "       0.55430556, 0.4135546 , 0.40999792, 0.54025022, 0.57801529])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ls.pval[0:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to map the LOSH ($H_i$) values, we need to add them back to the `boston_ds` dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "boston_ds['Hi'] = ls.Hi\n",
    "boston_ds['Hi_pval'] = ls.pval"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now map the LOSH ($H_i$) values. Note that we choose a Quantile break scheme here for visualization purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "boston_ds.plot(column='Hi', scheme='Quantiles', \n",
    "               k=5, cmap='GnBu', \n",
    "               legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also examine significance of the values. We use cutoffs of 0.01, 0.05, 0.10, and above 0.10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "boston_ds.plot(column='Hi_pval', cmap='RdBu', \n",
    "               legend=True, ax=ax, \n",
    "               scheme='user_defined', \n",
    "               classification_kwds={'bins':[0.01, 0.05, 0.10, 1]})"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
